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Serverless Design Patterns and Best Practices
Serverless Design Patterns and Best Practices

Serverless Design Patterns and Best Practices: Build, secure, and deploy enterprise ready serverless applications with AWS to improve developer productivity

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Serverless Design Patterns and Best Practices

A Three-Tier Web Application Using REST

It should be safe to say that the vast majority of developers know what REST is. A three-tier web application consists of the following:

  • Presentation layer (HTML and CSS)
  • Business logic layer (application code)
  • Data layer (Relational Database Management System or another type of data store)

The three-tier web application is extremely well known and one of the most common designs on the web today. Readers are likely familiar with this design when thinking about a web application's static content (that is, HTML, JavaScript, and CSS) which are served from a content delivery network (CDN), which talks to a RESTful API hosted on a web server, which, in turn, talks to a database.

In this chapter, we will go through the process of building a three-tier web application using HTML, JavaScript, and CSS for our presentation layer, a REST...

Serverless tooling

Since this is the very first chapter that has application code and working examples, it's important to talk through some of the tooling and systems to set the stage for this and subsequent chapters. In this and the following chapters on web applications, our toolchain will consist of services from AWS:

  • AWS API Gateway as the HTTP proxy
  • AWS Lambda for computing
  • AWS S3 for static file serving
  • AWS CloudFront for the CDN
  • AWS RDS for RDBMS management
  • AWS Certificate Manager (ACM) for free certificate management

While AWS is the dominant player in the Platform as a service (PaaS) ecosystem, it is by no means the only choice. While reading this chapter and others in this book, remember that the patterns presented should apply to any cloud provider, albeit sometimes with a certain degree of adaptation.

You may be questioning the reasoning...

System architecture

At first glance, a three-tier web application using a REST API can be an easy topic and pattern. After all, there are only three layers, which are responsible for very discrete tasks, and the final result is just a web application after all. However, there are many nuances and areas for tweaking with any web application. Serverless web applications are no different. This chapter will attempt to cover as many areas as possible, but it's impossible to include every possible configuration or design option.

Seeing as we are responsible software designers, let's sketch out our architecture at a high level and drill down into more detail as we work through the different layers:

This diagram should look familiar as it's the backbone of many client-server web applications out there today. Let's walk through the different layers, going from the...

Logic layer

Application code is likely the area of most interest and the layer that has the most changes from a traditional web application hosted on a managed server, so let's start with that.

Application code and function layout

Let's differentiate two classifications of our organization for the logical layer:

  • Organization of the Lambda functions themselves, within AWS
  • Organization of the application code

Lambda functions are the unit of work in Lambda and other FaaS providers (for simplicity and clarity, I will refer to these as Lambda functions from here on out). A single Lambda function may be updated or deployed in isolation without affecting other Lambda functions.

...

Presentation layer

Presentation layers are not necessarily the most exciting area but, in reality, they are the entry point for your entire web application, and you should think through the details carefully. Naive deployments of HTML, CSS, and JavaScript files may result in slow load times, which has a noticeable impact on user experience.

When building serverless systems on top of AWS, there are a few different services that enable us to host static assets quite easily. Other PaaS systems have similar offerings, although there may not be a one-to-one comparison with all of the AWS services.

File storage with S3

Any frontend assets need a filesystem as a home. In this case, the natural choice is AWS Simple Storage Service...

Data layer

It's safe to say that most web applications today have some data store, whether it's a relational database (PostgreSQL, MySQL, SQLServer, and so on), a non-relational database (MongoDB, Redis, Cassandra, and so on), or even static file storage (S3, OS filesystem, and so on).

AWS RDS service will manage a PostgreSQL database for our coffee cupping application. RDS offers different RDBMS choices, most notably PostgreSQL, MySQL, Oracle, and SQLServer. There are other choices, and I encourage you to take a look at the various offerings. For this exercise, we'll be using a standard PostgreSQL database hosted on RDS. Many configuration options come with RDS, which we won't cover. Just know that it's possible and quite simple to run, configure, and manage a high-availability RDBMS instance using RDS. Other PaaS providers offer similar services for...

Writing our logic layer

Since we've covered the overall design and different layers, let's get down to the implementation of our application code.

Application entrypoint

Every application, web or otherwise, needs a primary entry point. In our case, we'll use handler.py to begin application execution when a Lambda function is invoked. Serverless Framework applications will generate a handler.py file when you bootstrap a new project, so this pattern should be familiar to anyone who has used Serverless before. If you've never worked with the Serverless Framework, what follows will be a thorough introduction:

import sys

from pathlib import Path

# Munge our sys path so libs can be found
CWD = Path(__file__...

Deploying the REST API

Now the fun part, we'll deploy our REST API using the Serverless Framework. At this point, we have not discussed the various configuration options when implementing serverless architectures on AWS. I'll cover different possibilities, and our particular configuration, later on in this chapter.

My pattern of using Docker as a build and deployment tool makes this process a bit easier. You are not required to do this, and there are likely other ways to make the process even simpler.

We will do all package building and deployment from inside a running Docker container, which I start and enter with the following Makefile target:

brianz@gold(master=)$ ENV=dev make shell

This equates to the following Docker command:

docker run --rm -it \
-v `pwd`:/code \
--env ENV=$(ENV) \
--env-file envs/$2 \
--name=coffee-cupping-$(ENV) \
...

Serverless tooling


Since this is the very first chapter that has application code and working examples, it's important to talk through some of the tooling and systems to set the stage for this and subsequent chapters. In this and the following chapters on web applications, our toolchain will consist of services from AWS:

  • AWS API Gateway as the HTTP proxy
  • AWS Lambda for computing
  • AWS S3 for static file serving
  • AWS CloudFront for the CDN
  • AWS RDS for RDBMS management
  • AWS Certificate Manager (ACM) for free certificate management

While AWS is the dominant player in the Platform as a service (PaaS) ecosystem, it is by no means the only choice. While reading this chapter and others in this book, remember that the patterns presented should apply to any cloud provider, albeit sometimes with a certain degree of adaptation.

You may be questioning the reasoning behind discussing other services such as S3 and RDS. Very often, perhaps usually, when people say serverless they are talking about functions as a service...

System architecture


At first glance, a three-tier web application using a REST API can be an easy topic and pattern. After all, there are only three layers, which are responsible for very discrete tasks, and the final result is just a web application after all. However, there are many nuances and areas for tweaking with any web application. Serverless web applications are no different. This chapter will attempt to cover as many areas as possible, but it's impossible to include every possible configuration or design option.

Seeing as we are responsible software designers, let's sketch out our architecture at a high level and drill down into more detail as we work through the different layers:

This diagram should look familiar as it's the backbone of many client-server web applications out there today. Let's walk through the different layers, going from the top down. After discussing these layers at a high level, we'll get into the implementation details with a real-world example.

You can find...

Logic layer


Application code is likely the area of most interest and the layer that has the most changes from a traditional web application hosted on a managed server, so let's start with that.

Application code and function layout

Let's differentiate two classifications of our organization for the logical layer:

  • Organization of the Lambda functions themselves, within AWS
  • Organization of the application code

Lambda functions are the unit of work in Lambda and other FaaS providers (for simplicity and clarity, I will refer to these as Lambda functions from here on out). A single Lambda function may be updated or deployed in isolation without affecting other Lambda functions.

Organization of the Lambda functions

With a REST API, there are a few options you have as to how each API endpoint maps to a function. The primary options in this design are whether to have a single Lambda function handle a single HTTP verb/resource combination, or whether to have a single lambda function handle all HTTP verbs...

Presentation layer


Presentation layers are not necessarily the most exciting area but, in reality, they are the entry point for your entire web application, and you should think through the details carefully. Naive deployments of HTML, CSS, and JavaScript files may result in slow load times, which has a noticeable impact on user experience.

When building serverless systems on top of AWS, there are a few different services that enable us to host static assets quite easily. Other PaaS systems have similar offerings, although there may not be a one-to-one comparison with all of the AWS services.

File storage with S3

Any frontend assets need a filesystem as a home. In this case, the natural choice is AWS Simple Storage Service (S3), which is Amazon's high durability object storage service. S3 advertises 99.999999999% durability, so it's safe to say our files will be available when we need them. While it's possible to serve content from S3 as a website on a custom domain, it's not the best choice...

Data layer


It's safe to say that most web applications today have some data store, whether it's a relational database (PostgreSQL, MySQL, SQLServer, and so on), a non-relational database (MongoDB, Redis, Cassandra, and so on), or even static file storage (S3, OS filesystem, and so on).

AWS RDS service will manage aPostgreSQL database for our coffee cupping application. RDS offers different RDBMS choices, most notably PostgreSQL, MySQL, Oracle, and SQLServer. There are other choices, and I encourage you to take a look at the various offerings. For this exercise, we'll be using a standard PostgreSQL database hosted on RDS. Many configuration options come with RDS, which we won't cover. Just know that it's possible and quite simple to run, configure, and manage a high-availability RDBMS instance using RDS. Other PaaS providers offer similar services for relational databases.

Writing our logic layer


Since we've covered the overall design and different layers, let's get down to the implementation of our application code.

Application entrypoint

Every application, web or otherwise, needs a primary entry point. In our case, we'll use handler.py to begin application execution when a Lambda function is invoked. Serverless Framework applications will generate a handler.py file when you bootstrap a new project, so this pattern should be familiar to anyone who has used Serverless before. If you've never worked with the Serverless Framework, what follows will be a thorough introduction:

import sys

from pathlib import Path

# Munge our sys path so libs can be found
CWD = Path(__file__).resolve().cwd() / 'lib'
sys.path.insert(0, str(CWD))

import simplejson as json

from cupping.handlers.session import (
        handle_session,
        handle_session_detail,
)

from cupping.exceptions import Http404

CORS_HEADERS = {
        'Access-Control-Allow-Origin': '*',
        'Access...
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Key benefits

  • Learn the details of popular software patterns and how they are applied to serverless applications
  • Understand key concepts and components in serverless designs
  • Walk away with a thorough understanding of architecting serverless applications

Description

Serverless applications handle many problems that developers face when running systems and servers. The serverless pay-per-invocation model can also result in drastic cost savings, contributing to its popularity. While it's simple to create a basic serverless application, it's critical to structure your software correctly to ensure it continues to succeed as it grows. Serverless Design Patterns and Best Practices presents patterns that can be adapted to run in a serverless environment. You will learn how to develop applications that are scalable, fault tolerant, and well-tested. The book begins with an introduction to the different design pattern categories available for serverless applications. You will learn thetrade-offs between GraphQL and REST and how they fare regarding overall application design in a serverless ecosystem. The book will also show you how to migrate an existing API to a serverless backend using AWS API Gateway. You will learn how to build event-driven applications using queuing and streaming systems, such as AWS Simple Queuing Service (SQS) and AWS Kinesis. Patterns for data-intensive serverless application are also explained, including the lambda architecture and MapReduce. This book will equip you with the knowledge and skills you need to develop scalable and resilient serverless applications confidently.

Who is this book for?

If you're a software architect, engineer, or someone who wants to build serverless applications, which are non-trivial in complexity and scope, then this book is for you. Basic knowledge of programming and serverless computing concepts are assumed.

What you will learn

  • • Comprehend the popular design patterns currently being used with serverless architectures
  • • Understand the various design options and corresponding implementations for serverless web application APIs
  • • Learn multiple patterns for data-intensive serverless systems and pipelines, including MapReduce and Lambda Architecture
  • • Learn how to leverage hosted databases, queues, streams, storage services, and notification services
  • • Understand error handling and system monitoring in a serverless architecture a serverless architecture
  • • Learn how to set up a serverless application for continuous integration, continuous
  • delivery, and continuous deployment

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Apr 12, 2018
Length: 260 pages
Edition : 1st
Language : English
ISBN-13 : 9781788620642
Languages :
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Product Details

Publication date : Apr 12, 2018
Length: 260 pages
Edition : 1st
Language : English
ISBN-13 : 9781788620642
Languages :
Tools :

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Table of Contents

11 Chapters
Introduction Chevron down icon Chevron up icon
A Three-Tier Web Application Using REST Chevron down icon Chevron up icon
A Three-Tier Web Application Pattern with GraphQL Chevron down icon Chevron up icon
Integrating Legacy APIs with the Proxy Pattern Chevron down icon Chevron up icon
Scaling Out with the Fan-Out Pattern Chevron down icon Chevron up icon
Asynchronous Processing with the Messaging Pattern Chevron down icon Chevron up icon
Data Processing Using the Lambda Pattern Chevron down icon Chevron up icon
The MapReduce Pattern Chevron down icon Chevron up icon
Deployment and CI/CD Patterns Chevron down icon Chevron up icon
Error Handling and Best Practices Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

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Just Some Guy Jun 02, 2018
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This is a great book filled with solid info, clearly explained with detailed examples. My only complaint is that I expected it to be Node-centric but almost all of the code samples are in Python. There's only 1 Node chapter. The patterns still apply if you know both and can mentally map how you'd do it in Node, but I wish the summary made that clear going in.
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